ai-health AI-Driven Light Exposure Classification ML framework for circadian health phenotyping from wearable sensors Can Passive Sensing Replace Questionnaires for Mental Health Prediction? Three-study head-to-head comparison (N=1,559) of personality questionnaires vs. continuous passive smartphone/wearable sensing across 15 mental health and academic outcomes PrimeKG GNN Drug-Disease Link Prediction Multi-architecture GNN benchmark for computational drug repurposing on biomedical knowledge graphs Multi-Omics Integration with Autoencoders and Graph Neural Networks Multi-evidence framework for biosynthetic pathway gene discovery via dual autoencoders and Graph Attention Networks Machine Learning Biomarkers for Suicide Risk Assessment in Depression Identifying NR3C1a and HSPA1B as genetic biomarkers for suicide risk in MDD using machine learning and gene expression analysis U-Net for Skin Lesion Segmentation Complete implementation with LabelMe annotation, model training, validation, and PyQt5 GUI ai-tools LitScribe — AI Literature Review with Citation Grounding & Contradiction Detection A deterministic 11-step pipeline with a DeepAgents supervisor that produces verified, contradiction-aware literature reviews from a research question in about two minutes wearable-sensing Wearable Optical Sweat Analytics Microfluidics and RGB colorimetry for biomarker detection Microfluidic Concentration Gradient Chip for Drug Susceptibility Dean vortex secondary flow mixing for high-throughput biochemical applications signal-processing Multi-Parameter Physiological Monitoring System Real-time monitoring of ECG, SpO2, respiration, temperature, and blood pressure with Qt/QML desktop and web interfaces Android Sleep Quality Monitoring System BEng thesis, 80% accurate sleep quality monitoring using phone sensors with volunteer validation instrumentation Fluorescence-Based Fire Safety Monitoring System Smart monitoring system using fluorescence sensing for temperature, humidity, and fire detection in buildings and tunnels Thermal Cycling Device for Fluorescence Quantitative PCR Research project on thermal cycling system design for qPCR instrumentation other Quantitative Investment Strategies in Cryptocurrency Markets Research on profitability of different investment strategies in cryptocurrency trading